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awesome-ray

Ray - A curated list of resources: https://github.com/ray-project/ray
https://github.com/JiahaoYao/awesome-ray

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Tutorials and Blog Posts
- rllib
Videos
- rllib
  - Deep reinforcement learning at Riot Games by Ben Kasper - reinforcement learning for game development in production
  - Deep reinforcement learning at Riot Games by Ben Kasper - reinforcement learning for game development in production
cheatsheet
- rllib
  - Ray design doc
Community
- rllib
Models and Projects
- Ray + LLM
  - FastChat - Source Chatbot Impressing GPT-4 with 90% ChatGPT Quality
  - LangChain-Ray
  - LLM-distributed-finetune
  - Aviary - evaluate multiple LLMs easily
- Reinforcmenet Learning
  - muzero-general - A commented and documented implementation of MuZero based on the Google DeepMind paper (Schrittwieser et al., Nov 2019) and the associated pseudocode.
  - rllib-torch-maddpg - PyTorch implementation of MADDPG (Lowe et al.) in RLLib
  - MARLlib - a comprehensive Multi-Agent Reinforcement Learning algorithm library
- Ray + JAX / TPU
  - Swarm-jax - Swarm training framework using Haiku + JAX + Ray for layer parallel transformer language models on unreliable, heterogeneous nodes
  - Alpa - Auto parallelization for large-scale neural networks using Jax, XLA, and Ray
- Ray + Database
  - Balsa
  - RaySQL
  - Quokka
- Ray + X (integration)
- Ray-Project
  - SkyPilot
  - Exoshuffle-CloudSort
- distributed computing
  - Fugue
  - Daft - source dataframe library built for Python and Machine Learning workloads.
  - Flower - node GPU cluster.
  - Modin
  - Volcano
- Ray AIR
  - Ray on Azure ML
- Misc
  - Aws-samples
  - KubeRay
  - ray-educational-materials - on training materials that shows how to scale CV, NLP, time-series forecasting workloads with Ray.
  - Metaflow-Ray
  - AutoGluon
books
- rllib
  - Learning Ray - Flexible Distributed Python for Machine Learning
course
- rllib

Programming Languages

Python 21 Jupyter Notebook 6 Go 2 Rust 2

Categories

Models and Projects 28 Community 7 Tutorials and Blog Posts 4 course 3 Videos 2 cheatsheet 1 books 1

Sub Categories

rllib 18 Misc 5 distributed computing 5 Ray + LLM 4 Reinforcmenet Learning 3 Ray + X (integration) 3 Ray + Database 3 Ray + JAX / TPU 2 Ray-Project 2 Ray AIR 1

Keywords

machine-learning 11 deep-learning 9 ray 7 data-science 6 python 6 pytorch 4 llm 4 distributed-computing 4 sql 3 deep-reinforcement-learning 3 distributed 3 distributed-training 3 llm-serving 3 llm-inference 2 kubernetes 2 dataframe 2 distributed-systems 2 pandas 2 scikit-learn 2 transformers 2 natural-language-processing 2 large-language-models 2 dask 2 ray-distributed 2 modin 2 generative-ai 2 jax 1 databases 1 high-performance-computing 1 learned-database 1 learned-query-optimization 1 compiler 1 auto-parallelization 1 postgresql 1 query-optimization 1 data-lake-analytics 1 etl-framework 1 mlops 1 parallel 1 prefect 1 kaggle 1 xgboost 1 fine-tuning-t5 1 langchain 1 langchain-python 1 llms 1 ray-air 1 aws 1 falcon 1 fine-tuning 1